Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 210 |
| Duplicate rows (%) | 2.1% |
| Total size in memory | 488.4 KiB |
| Average record size in memory | 50.0 B |
Variable types
| Numeric | 4 |
|---|---|
| Categorical | 14 |
| Dataset has 210 (2.1%) duplicate rows | Duplicates |
para4 is highly correlated with price | High correlation |
price is highly correlated with para4 | High correlation |
para2 is highly correlated with price | High correlation |
para4 is highly correlated with price | High correlation |
price is highly correlated with para2 and 1 other fields | High correlation |
para2 is highly correlated with price | High correlation |
price is highly correlated with para2 | High correlation |
para1 is highly skewed (γ1 = 88.1990368) | Skewed |
para1 has 836 (8.4%) zeros | Zeros |
Reproduction
| Analysis started | 2021-10-14 06:40:00.328688 |
|---|---|
| Analysis finished | 2021-10-14 06:40:30.581095 |
| Duration | 30.25 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3808 |
| Minimum | 0 |
|---|---|
| Maximum | 337 |
| Zeros | 836 |
| Zeros (%) | 8.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 88.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 337 |
| Range | 337 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3.500830893 |
|---|---|
| Coefficient of variation (CV) | 2.535364204 |
| Kurtosis | 8450.146622 |
| Mean | 1.3808 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 88.1990368 |
| Sum | 13808 |
| Variance | 12.25581694 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 7052 | |
| 3 | 1613 | 16.1% |
| 0 | 836 | 8.4% |
| 2 | 268 | 2.7% |
| 4 | 164 | 1.6% |
| 5 | 51 | 0.5% |
| 6 | 6 | 0.1% |
| 7 | 3 | < 0.1% |
| 9 | 2 | < 0.1% |
| 13 | 2 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 836 | 8.4% |
| 1 | 7052 | |
| 2 | 268 | 2.7% |
| 3 | 1613 | 16.1% |
| 4 | 164 | 1.6% |
| 5 | 51 | 0.5% |
| 6 | 6 | 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 337 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 13 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 3 | < 0.1% |
| 6 | 6 | 0.1% |
| 5 | 51 | 0.5% |
| 4 | 164 | 1.6% |
| 3 | 1613 |
| Distinct | 1016 |
|---|---|
| Distinct (%) | 10.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 447.384 |
| Minimum | 16 |
|---|---|
| Maximum | 2554 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 88.0 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 124 |
| Q1 | 301 |
| median | 434 |
| Q3 | 582 |
| 95-th percentile | 775 |
| Maximum | 2554 |
| Range | 2538 |
| Interquartile range (IQR) | 281 |
Descriptive statistics
| Standard deviation | 221.0058612 |
|---|---|
| Coefficient of variation (CV) | 0.4939958989 |
| Kurtosis | 8.07765682 |
| Mean | 447.384 |
| Median Absolute Deviation (MAD) | 140 |
| Skewness | 1.373929782 |
| Sum | 4473840 |
| Variance | 48843.5907 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16 | 93 | 0.9% |
| 554 | 73 | 0.7% |
| 215 | 59 | 0.6% |
| 509 | 54 | 0.5% |
| 349 | 52 | 0.5% |
| 306 | 49 | 0.5% |
| 420 | 40 | 0.4% |
| 322 | 37 | 0.4% |
| 235 | 37 | 0.4% |
| 347 | 36 | 0.4% |
| Other values (1006) | 9470 |
| Value | Count | Frequency (%) |
| 16 | 93 | |
| 17 | 6 | 0.1% |
| 18 | 9 | 0.1% |
| 19 | 11 | 0.1% |
| 20 | 6 | 0.1% |
| 21 | 8 | 0.1% |
| 22 | 6 | 0.1% |
| 23 | 13 | 0.1% |
| 24 | 6 | 0.1% |
| 25 | 15 | 0.1% |
| Value | Count | Frequency (%) |
| 2554 | 1 | |
| 2514 | 1 | |
| 2503 | 1 | |
| 2453 | 1 | |
| 2332 | 1 | |
| 2325 | 1 | |
| 2324 | 1 | |
| 2317 | 1 | |
| 2293 | 1 | |
| 2191 | 1 |
| Distinct | 243 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.459522 |
| Minimum | 1 |
|---|---|
| Maximum | 27.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 88.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 7.2 |
| Q3 | 13.6 |
| 95-th percentile | 13.6 |
| Maximum | 27.2 |
| Range | 26.2 |
| Interquartile range (IQR) | 9.6 |
Descriptive statistics
| Standard deviation | 4.613526048 |
|---|---|
| Coefficient of variation (CV) | 0.545364862 |
| Kurtosis | -1.203979137 |
| Mean | 8.459522 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.1146327091 |
| Sum | 84595.22 |
| Variance | 21.28462259 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.6 | 3306 | |
| 6.8 | 437 | 4.4% |
| 4 | 426 | 4.3% |
| 6 | 350 | 3.5% |
| 2 | 278 | 2.8% |
| 3 | 226 | 2.3% |
| 3.2 | 210 | 2.1% |
| 2.4 | 207 | 2.1% |
| 3.6 | 197 | 2.0% |
| 4.4 | 190 | 1.9% |
| Other values (233) | 4173 |
| Value | Count | Frequency (%) |
| 1 | 38 | |
| 1.01 | 1 | < 0.1% |
| 1.1 | 7 | 0.1% |
| 1.16 | 1 | < 0.1% |
| 1.2 | 90 | |
| 1.25 | 2 | < 0.1% |
| 1.3 | 5 | 0.1% |
| 1.33 | 2 | < 0.1% |
| 1.35 | 2 | < 0.1% |
| 1.4 | 9 | 0.1% |
| Value | Count | Frequency (%) |
| 27.2 | 5 | |
| 26.4 | 5 | |
| 26 | 2 | < 0.1% |
| 25.6 | 2 | < 0.1% |
| 24.8 | 2 | < 0.1% |
| 24 | 2 | < 0.1% |
| 23.2 | 1 | < 0.1% |
| 22.8 | 2 | < 0.1% |
| 22.4 | 2 | < 0.1% |
| 21.6 | 3 |
| Distinct | 932 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 433.733056 |
| Minimum | 50.73 |
|---|---|
| Maximum | 5700 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 88.0 KiB |
Quantile statistics
| Minimum | 50.73 |
|---|---|
| 5-th percentile | 150 |
| Q1 | 250 |
| median | 370 |
| Q3 | 550 |
| 95-th percentile | 880 |
| Maximum | 5700 |
| Range | 5649.27 |
| Interquartile range (IQR) | 300 |
Descriptive statistics
| Standard deviation | 277.4359467 |
|---|---|
| Coefficient of variation (CV) | 0.6396467663 |
| Kurtosis | 33.78328466 |
| Mean | 433.733056 |
| Median Absolute Deviation (MAD) | 130 |
| Skewness | 3.619454796 |
| Sum | 4337330.56 |
| Variance | 76970.70453 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 400 | 365 | 3.6% |
| 300 | 314 | 3.1% |
| 350 | 290 | 2.9% |
| 250 | 282 | 2.8% |
| 500 | 243 | 2.4% |
| 200 | 235 | 2.4% |
| 450 | 232 | 2.3% |
| 550 | 188 | 1.9% |
| 600 | 158 | 1.6% |
| 650 | 150 | 1.5% |
| Other values (922) | 7543 |
| Value | Count | Frequency (%) |
| 50.73 | 1 | < 0.1% |
| 50.88 | 1 | < 0.1% |
| 51.92 | 1 | < 0.1% |
| 52.3 | 1 | < 0.1% |
| 52.48 | 1 | < 0.1% |
| 54.33 | 1 | < 0.1% |
| 57.72 | 1 | < 0.1% |
| 60 | 4 | |
| 61.03 | 1 | < 0.1% |
| 61.71 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5700 | 1 | |
| 4600 | 1 | |
| 3800 | 1 | |
| 3590 | 1 | |
| 3550 | 1 | |
| 3500 | 1 | |
| 3170 | 1 | |
| 3080 | 1 | |
| 3050 | 1 | |
| 2900 | 1 |
loc1_0
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8514 | |
| 1 | 1486 | 14.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 8514 | |
| 1 | 1486 | 14.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
loc1_1
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8777 | |
| 1 | 1223 | 12.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 8777 | |
| 1 | 1223 | 12.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
loc1_2
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8393 | |
| 1 | 1607 | 16.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 8393 | |
| 1 | 1607 | 16.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
loc1_3
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9055 | |
| 1 | 945 | 9.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 9055 | |
| 1 | 945 | 9.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
loc1_4
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 | 773 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9227 | |
| 1 | 773 | 7.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 9227 | |
| 1 | 773 | 7.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
loc1_5
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 | 846 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9154 | |
| 1 | 846 | 8.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 9154 | |
| 1 | 846 | 8.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
loc1_6
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 | 620 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9380 | |
| 1 | 620 | 6.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 9380 | |
| 1 | 620 | 6.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
loc1_7
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8919 | |
| 1 | 1081 | 10.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 8919 | |
| 1 | 1081 | 10.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
loc1_8
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 | 727 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9273 | |
| 1 | 727 | 7.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 9273 | |
| 1 | 727 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
loc1_9
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 | 690 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9310 | |
| 1 | 690 | 6.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 9310 | |
| 1 | 690 | 6.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
dow_Mon
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8082 | |
| 1 | 1918 | 19.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 8082 | |
| 1 | 1918 | 19.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
dow_Thu
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8092 | |
| 1 | 1908 | 19.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 8092 | |
| 1 | 1908 | 19.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
dow_Tue
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8003 | |
| 1 | 1997 | 20.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 8003 | |
| 1 | 1997 | 20.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
dow_Wed
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7767 | |
| 1 | 2233 | 22.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 7767 | |
| 1 | 2233 | 22.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| para1 | para2 | para4 | price | loc1_0 | loc1_1 | loc1_2 | loc1_3 | loc1_4 | loc1_5 | loc1_6 | loc1_7 | loc1_8 | loc1_9 | dow_Mon | dow_Thu | dow_Tue | dow_Wed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 662 | 3.8 | 73.49 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 1 | 1 | 340 | 9.2 | 300.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 |
| 2 | 0 | 16 | 3.0 | 130.0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 3 | 1 | 17 | 6.4 | 365.0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 4 | 1 | 610 | 10.8 | 357.5 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 5 | 1 | 483 | 13.6 | 550.0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 6 | 1 | 214 | 3.0 | 210.0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 7 | 1 | 452 | 3.0 | 366.67 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |
| 8 | 1 | 130 | 4.5 | 193.33 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 9 | 4 | 1004 | 13.2 | 1400.0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Last rows
| para1 | para2 | para4 | price | loc1_0 | loc1_1 | loc1_2 | loc1_3 | loc1_4 | loc1_5 | loc1_6 | loc1_7 | loc1_8 | loc1_9 | dow_Mon | dow_Thu | dow_Tue | dow_Wed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 1 | 595 | 13.6 | 620.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 9991 | 4 | 143 | 13.6 | 190.0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 9992 | 0 | 323 | 13.6 | 420.0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 9993 | 0 | 291 | 4.0 | 175.0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 9994 | 1 | 628 | 5.2 | 250.0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 9995 | 3 | 386 | 12.0 | 460.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 9996 | 1 | 386 | 8.0 | 325.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
| 9997 | 0 | 190 | 5.6 | 133.33 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 9998 | 3 | 717 | 13.6 | 820.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| 9999 | 1 | 622 | 4.8 | 375.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
Most frequently occurring
| para1 | para2 | para4 | price | loc1_0 | loc1_1 | loc1_2 | loc1_3 | loc1_4 | loc1_5 | loc1_6 | loc1_7 | loc1_8 | loc1_9 | dow_Mon | dow_Thu | dow_Tue | dow_Wed | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 44 | 1 | 215 | 13.6 | 670.0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 11 |
| 184 | 3 | 215 | 13.6 | 670.0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 |
| 45 | 1 | 215 | 13.6 | 670.0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 8 |
| 24 | 0 | 349 | 13.6 | 460.0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 |
| 43 | 1 | 215 | 13.6 | 670.0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 7 |
| 173 | 1 | 727 | 13.6 | 950.0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 7 |
| 27 | 0 | 349 | 13.6 | 460.0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 6 |
| 39 | 1 | 193 | 13.6 | 275.0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 6 |
| 36 | 1 | 155 | 13.6 | 250.0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 5 |
| 63 | 1 | 322 | 13.6 | 430.0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5 |